Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 3152 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 788.3 KiB |
| Average record size in memory | 256.1 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 2 |
state has a high cardinality: 51 distinct values | High cardinality |
area_name has a high cardinality: 1886 distinct values | High cardinality |
fips is highly overall correlated with state | High correlation |
2013_urban_influence_code is highly overall correlated with bachelors_degree_or_higher_2015_19 | High correlation |
percent_of_adults_with_a_high_school_diploma_only_1980 is highly overall correlated with percent_of_adults_with_less_than_a_high_school_diploma_2015_19 | High correlation |
percent_of_adults_completing_some_college_or_associates_degree_2000 is highly overall correlated with percent_of_adults_with_less_than_a_high_school_diploma_2015_19 and 3 other fields | High correlation |
bachelors_degree_or_higher_2015_19 is highly overall correlated with 2013_urban_influence_code and 1 other fields | High correlation |
percent_of_adults_with_less_than_a_high_school_diploma_2015_19 is highly overall correlated with percent_of_adults_with_a_high_school_diploma_only_1980 and 2 other fields | High correlation |
percent_of_adults_with_a_high_school_diploma_only_2015_19 is highly overall correlated with percent_of_adults_completing_some_college_or_associates_degree_2000 and 1 other fields | High correlation |
percent_of_adults_completing_some_college_or_associates_degree_2015_19 is highly overall correlated with percent_of_adults_completing_some_college_or_associates_degree_2000 | High correlation |
percent_of_adults_with_a_bachelors_degree_or_higher_2015_19 is highly overall correlated with percent_of_adults_completing_some_college_or_associates_degree_2000 and 3 other fields | High correlation |
state is highly overall correlated with fips | High correlation |
fips has unique values | Unique |
Reproduction
| Analysis started | 2023-01-17 13:42:25.936938 |
|---|---|
| Analysis finished | 2023-01-17 13:45:51.453572 |
| Duration | 3 minutes and 25.52 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
fips
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 3152 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30334.384 |
| Minimum | 1001 |
|---|---|
| Maximum | 56045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 1001 |
|---|---|
| 5-th percentile | 5080.1 |
| Q1 | 18168.5 |
| median | 29172 |
| Q3 | 45079.5 |
| 95-th percentile | 53061.9 |
| Maximum | 56045 |
| Range | 55044 |
| Interquartile range (IQR) | 26911 |
Descriptive statistics
| Standard deviation | 15205.884 |
|---|---|
| Coefficient of variation (CV) | 0.50127553 |
| Kurtosis | -1.0981241 |
| Mean | 30334.384 |
| Median Absolute Deviation (MAD) | 12024 |
| Skewness | -0.081457568 |
| Sum | 95613978 |
| Variance | 2.3121892 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1001 | 1 | < 0.1% |
| 39087 | 1 | < 0.1% |
| 39091 | 1 | < 0.1% |
| 39093 | 1 | < 0.1% |
| 39095 | 1 | < 0.1% |
| 39097 | 1 | < 0.1% |
| 39099 | 1 | < 0.1% |
| 39101 | 1 | < 0.1% |
| 39103 | 1 | < 0.1% |
| 39105 | 1 | < 0.1% |
| Other values (3142) | 3142 |
| Value | Count | Frequency (%) |
| 1001 | 1 | |
| 1003 | 1 | |
| 1005 | 1 | |
| 1007 | 1 | |
| 1009 | 1 | |
| 1011 | 1 | |
| 1013 | 1 | |
| 1015 | 1 | |
| 1017 | 1 | |
| 1019 | 1 |
| Value | Count | Frequency (%) |
| 56045 | 1 | |
| 56043 | 1 | |
| 56041 | 1 | |
| 56039 | 1 | |
| 56037 | 1 | |
| 56035 | 1 | |
| 56033 | 1 | |
| 56031 | 1 | |
| 56029 | 1 | |
| 56027 | 1 |
state
Categorical
HIGH CARDINALITY HIGH CORRELATION
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 181.7 KiB |
| TX | |
|---|---|
| GA | 159 |
| VA | 135 |
| KY | 120 |
| MO | 115 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 6304 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | AL |
|---|---|
| 2nd row | AL |
| 3rd row | AL |
| 4th row | AL |
| 5th row | AL |
Common Values
| Value | Count | Frequency (%) |
| TX | 254 | 8.1% |
| GA | 159 | 5.0% |
| VA | 135 | 4.3% |
| KY | 120 | 3.8% |
| MO | 115 | 3.6% |
| KS | 105 | 3.3% |
| IL | 102 | 3.2% |
| NC | 100 | 3.2% |
| IA | 99 | 3.1% |
| TN | 95 | 3.0% |
| Other values (41) | 1868 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| tx | 254 | 8.1% |
| ga | 159 | 5.0% |
| va | 135 | 4.3% |
| ky | 120 | 3.8% |
| mo | 115 | 3.6% |
| ks | 105 | 3.3% |
| il | 102 | 3.2% |
| nc | 100 | 3.2% |
| ia | 99 | 3.1% |
| tn | 95 | 3.0% |
| Other values (41) | 1868 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 828 | |
| N | 663 | 10.5% |
| M | 511 | 8.1% |
| I | 502 | 8.0% |
| T | 457 | 7.2% |
| O | 380 | 6.0% |
| K | 338 | 5.4% |
| L | 300 | 4.8% |
| S | 299 | 4.7% |
| C | 277 | 4.4% |
| Other values (14) | 1749 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6304 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 828 | |
| N | 663 | 10.5% |
| M | 511 | 8.1% |
| I | 502 | 8.0% |
| T | 457 | 7.2% |
| O | 380 | 6.0% |
| K | 338 | 5.4% |
| L | 300 | 4.8% |
| S | 299 | 4.7% |
| C | 277 | 4.4% |
| Other values (14) | 1749 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6304 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 828 | |
| N | 663 | 10.5% |
| M | 511 | 8.1% |
| I | 502 | 8.0% |
| T | 457 | 7.2% |
| O | 380 | 6.0% |
| K | 338 | 5.4% |
| L | 300 | 4.8% |
| S | 299 | 4.7% |
| C | 277 | 4.4% |
| Other values (14) | 1749 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 828 | |
| N | 663 | 10.5% |
| M | 511 | 8.1% |
| I | 502 | 8.0% |
| T | 457 | 7.2% |
| O | 380 | 6.0% |
| K | 338 | 5.4% |
| L | 300 | 4.8% |
| S | 299 | 4.7% |
| C | 277 | 4.4% |
| Other values (14) | 1749 |
area_name
Categorical
| Distinct | 1886 |
|---|---|
| Distinct (%) | 59.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 218.9 KiB |
| Washington County | 30 |
|---|---|
| Jefferson County | 25 |
| Franklin County | 24 |
| Lincoln County | 23 |
| Jackson County | 23 |
| Other values (1881) |
Length
| Max length | 43 |
|---|---|
| Median length | 33 |
| Mean length | 14.061231 |
| Min length | 10 |
Characters and Unicode
| Total characters | 44321 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1462 ? |
|---|---|
| Unique (%) | 46.4% |
Sample
| 1st row | Autauga County |
|---|---|
| 2nd row | Baldwin County |
| 3rd row | Barbour County |
| 4th row | Bibb County |
| 5th row | Blount County |
Common Values
| Value | Count | Frequency (%) |
| Washington County | 30 | 1.0% |
| Jefferson County | 25 | 0.8% |
| Franklin County | 24 | 0.8% |
| Lincoln County | 23 | 0.7% |
| Jackson County | 23 | 0.7% |
| Madison County | 19 | 0.6% |
| Clay County | 18 | 0.6% |
| Montgomery County | 18 | 0.6% |
| Union County | 17 | 0.5% |
| Monroe County | 17 | 0.5% |
| Other values (1876) | 2938 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| county | 3007 | |
| parish | 64 | 1.0% |
| city | 49 | 0.7% |
| washington | 31 | 0.5% |
| jefferson | 28 | 0.4% |
| franklin | 26 | 0.4% |
| st | 26 | 0.4% |
| lincoln | 24 | 0.4% |
| jackson | 24 | 0.4% |
| madison | 20 | 0.3% |
| Other values (1875) | 3250 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4897 | |
| o | 4756 | |
| t | 4057 | 9.2% |
| u | 3594 | 8.1% |
| C | 3428 | 7.7% |
| y | 3398 | 7.7% |
| 3397 | 7.7% | |
| a | 2272 | 5.1% |
| e | 2188 | 4.9% |
| r | 1620 | 3.7% |
| Other values (45) | 10714 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34332 | |
| Uppercase Letter | 6549 | 14.8% |
| Space Separator | 3397 | 7.7% |
| Other Punctuation | 31 | 0.1% |
| Dash Punctuation | 12 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 4897 | |
| o | 4756 | |
| t | 4057 | |
| u | 3594 | |
| y | 3398 | |
| a | 2272 | |
| e | 2188 | |
| r | 1620 | 4.7% |
| i | 1282 | 3.7% |
| l | 1277 | 3.7% |
| Other values (16) | 4991 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 3428 | |
| M | 312 | 4.8% |
| S | 285 | 4.4% |
| P | 266 | 4.1% |
| B | 260 | 4.0% |
| W | 227 | 3.5% |
| L | 224 | 3.4% |
| H | 199 | 3.0% |
| G | 157 | 2.4% |
| D | 148 | 2.3% |
| Other values (15) | 1043 | 15.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 27 | |
| ' | 4 | 12.9% |
Space Separator
| Value | Count | Frequency (%) |
| 3397 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40881 | |
| Common | 3440 | 7.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 4897 | |
| o | 4756 | |
| t | 4057 | |
| u | 3594 | 8.8% |
| C | 3428 | 8.4% |
| y | 3398 | 8.3% |
| a | 2272 | 5.6% |
| e | 2188 | 5.4% |
| r | 1620 | 4.0% |
| i | 1282 | 3.1% |
| Other values (41) | 9389 |
Common
| Value | Count | Frequency (%) |
| 3397 | ||
| . | 27 | 0.8% |
| - | 12 | 0.3% |
| ' | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44321 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 4897 | |
| o | 4756 | |
| t | 4057 | 9.2% |
| u | 3594 | 8.1% |
| C | 3428 | 7.7% |
| y | 3398 | 7.7% |
| 3397 | 7.7% | |
| a | 2272 | 5.1% |
| e | 2188 | 4.9% |
| r | 1620 | 3.7% |
| Other values (45) | 10714 |
2013_urban_influence_code
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2666242 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4942292 |
|---|---|
| Coefficient of variation (CV) | 0.66346659 |
| Kurtosis | -1.1108671 |
| Mean | 5.2666242 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.40354753 |
| Sum | 16600.4 |
| Variance | 12.209638 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 2 | 735 | |
| 1 | 432 | |
| 6 | 344 | |
| 8 | 269 | 8.5% |
| 5 | 242 | 7.7% |
| 10 | 189 | 6.0% |
| 9 | 184 | 5.8% |
| 12 | 182 | 5.8% |
| 7 | 162 | 5.1% |
| 4 | 149 | 4.7% |
| Other values (3) | 264 | 8.4% |
| Value | Count | Frequency (%) |
| 1 | 432 | |
| 2 | 735 | |
| 3 | 130 | 4.1% |
| 4 | 149 | 4.7% |
| 5 | 242 | 7.7% |
| 5.266624244 | 9 | 0.3% |
| 6 | 344 | |
| 7 | 162 | 5.1% |
| 8 | 269 | 8.5% |
| 9 | 184 | 5.8% |
| Value | Count | Frequency (%) |
| 12 | 182 | |
| 11 | 125 | 4.0% |
| 10 | 189 | |
| 9 | 184 | |
| 8 | 269 | |
| 7 | 162 | |
| 6 | 344 | |
| 5.266624244 | 9 | 0.3% |
| 5 | 242 | |
| 4 | 149 |
percent_of_adults_with_a_high_school_diploma_only_1980
Real number (ℝ)
| Distinct | 343 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.72551 |
| Minimum | 12.4 |
|---|---|
| Maximum | 54.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 12.4 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 29.075 |
| median | 35.2 |
| Q3 | 40.3 |
| 95-th percentile | 45.8 |
| Maximum | 54.3 |
| Range | 41.9 |
| Interquartile range (IQR) | 11.225 |
Descriptive statistics
| Standard deviation | 7.2338304 |
|---|---|
| Coefficient of variation (CV) | 0.20831459 |
| Kurtosis | -0.68147659 |
| Mean | 34.72551 |
| Median Absolute Deviation (MAD) | 5.6 |
| Skewness | -0.1591878 |
| Sum | 109454.81 |
| Variance | 52.328302 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.9 | 25 | 0.8% |
| 37.2 | 23 | 0.7% |
| 33.8 | 22 | 0.7% |
| 39.8 | 22 | 0.7% |
| 40.9 | 22 | 0.7% |
| 40.4 | 21 | 0.7% |
| 40.1 | 21 | 0.7% |
| 39.3 | 21 | 0.7% |
| 37.8 | 21 | 0.7% |
| 38.3 | 20 | 0.6% |
| Other values (333) | 2934 |
| Value | Count | Frequency (%) |
| 12.4 | 1 | |
| 13.2 | 1 | |
| 14.2 | 1 | |
| 14.4 | 1 | |
| 15 | 1 | |
| 15.1 | 1 | |
| 15.4 | 1 | |
| 15.8 | 1 | |
| 15.9 | 1 | |
| 16.4 | 1 |
| Value | Count | Frequency (%) |
| 54.3 | 1 | < 0.1% |
| 52.4 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 51.7 | 2 | |
| 51.4 | 1 | < 0.1% |
| 50.9 | 1 | < 0.1% |
| 50.5 | 1 | < 0.1% |
| 50.4 | 2 | |
| 50.3 | 2 | |
| 50.1 | 3 |
| Distinct | 287 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.162528 |
| Minimum | 9.5 |
|---|---|
| Maximum | 44.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 9.5 |
|---|---|
| 5-th percentile | 16.955 |
| Q1 | 22.1 |
| median | 26.2 |
| Q3 | 30.1 |
| 95-th percentile | 35.645 |
| Maximum | 44.9 |
| Range | 35.4 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.6604414 |
|---|---|
| Coefficient of variation (CV) | 0.21635682 |
| Kurtosis | -0.33053991 |
| Mean | 26.162528 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.057527213 |
| Sum | 82464.288 |
| Variance | 32.040596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.3 | 32 | 1.0% |
| 27.8 | 31 | 1.0% |
| 25.6 | 28 | 0.9% |
| 23.3 | 27 | 0.9% |
| 29 | 25 | 0.8% |
| 30.4 | 25 | 0.8% |
| 25.4 | 24 | 0.8% |
| 28.4 | 24 | 0.8% |
| 27.6 | 24 | 0.8% |
| 25.3 | 24 | 0.8% |
| Other values (277) | 2888 |
| Value | Count | Frequency (%) |
| 9.5 | 1 | < 0.1% |
| 9.9 | 1 | < 0.1% |
| 10.9 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.3 | 1 | < 0.1% |
| 11.8 | 2 | |
| 11.9 | 2 | |
| 12.3 | 1 | < 0.1% |
| 12.5 | 3 | |
| 12.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 44.9 | 1 | < 0.1% |
| 43.1 | 1 | < 0.1% |
| 42.8 | 1 | < 0.1% |
| 42.5 | 1 | < 0.1% |
| 42.4 | 1 | < 0.1% |
| 41.8 | 2 | |
| 41.7 | 1 | < 0.1% |
| 41.6 | 1 | < 0.1% |
| 41.3 | 1 | < 0.1% |
| 40.8 | 3 |
bachelors_degree_or_higher_2015_19
Real number (ℝ)
| Distinct | 2744 |
|---|---|
| Distinct (%) | 87.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22571.662 |
| Minimum | 0 |
|---|---|
| Maximum | 2241079 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 363.2 |
| Q1 | 1234 |
| median | 3251 |
| Q3 | 10941.25 |
| 95-th percentile | 104801.5 |
| Maximum | 2241079 |
| Range | 2241079 |
| Interquartile range (IQR) | 9707.25 |
Descriptive statistics
| Standard deviation | 81995.651 |
|---|---|
| Coefficient of variation (CV) | 3.6326811 |
| Kurtosis | 224.33499 |
| Mean | 22571.662 |
| Median Absolute Deviation (MAD) | 2520.5 |
| Skewness | 11.736194 |
| Sum | 71145879 |
| Variance | 6.7232867 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22571.662 | 10 | 0.3% |
| 1443 | 5 | 0.2% |
| 968 | 4 | 0.1% |
| 649 | 4 | 0.1% |
| 271 | 4 | 0.1% |
| 657 | 4 | 0.1% |
| 1712 | 4 | 0.1% |
| 918 | 4 | 0.1% |
| 312 | 4 | 0.1% |
| 2078 | 4 | 0.1% |
| Other values (2734) | 3105 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 4 | 1 | |
| 15 | 1 | |
| 33 | 1 | |
| 35 | 1 | |
| 54 | 1 | |
| 67 | 1 | |
| 71 | 1 | |
| 74 | 1 | |
| 75 | 1 |
| Value | Count | Frequency (%) |
| 2241079 | 1 | |
| 1392515 | 1 | |
| 941317 | 1 | |
| 932169 | 1 | |
| 880086 | 1 | |
| 871782 | 1 | |
| 822615 | 1 | |
| 766048 | 1 | |
| 699520 | 1 | |
| 667445 | 1 |
| Distinct | 3142 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.051907 |
| Minimum | 1.1169102 |
|---|---|
| Maximum | 73.560211 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 1.1169102 |
|---|---|
| 5-th percentile | 5.2962737 |
| Q1 | 8.4763753 |
| median | 11.737898 |
| Q3 | 16.648085 |
| 95-th percentile | 24.284482 |
| Maximum | 73.560211 |
| Range | 72.443301 |
| Interquartile range (IQR) | 8.1717098 |
Descriptive statistics
| Standard deviation | 6.2526423 |
|---|---|
| Coefficient of variation (CV) | 0.47905965 |
| Kurtosis | 4.188293 |
| Mean | 13.051907 |
| Median Absolute Deviation (MAD) | 3.8495517 |
| Skewness | 1.3043924 |
| Sum | 41139.612 |
| Variance | 39.095535 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.0519075 | 10 | 0.3% |
| 7.142857075 | 2 | 0.1% |
| 11.48339462 | 1 | < 0.1% |
| 8.826991081 | 1 | < 0.1% |
| 10.32266235 | 1 | < 0.1% |
| 10.72658539 | 1 | < 0.1% |
| 13.03276348 | 1 | < 0.1% |
| 9.084691048 | 1 | < 0.1% |
| 12.09726143 | 1 | < 0.1% |
| 4.941589355 | 1 | < 0.1% |
| Other values (3132) | 3132 |
| Value | Count | Frequency (%) |
| 1.116910219 | 1 | |
| 1.142857194 | 1 | |
| 1.382863283 | 1 | |
| 1.53657043 | 1 | |
| 1.543774128 | 1 | |
| 1.869592071 | 1 | |
| 1.874332309 | 1 | |
| 1.948051929 | 1 | |
| 2.233186245 | 1 | |
| 2.311117411 | 1 |
| Value | Count | Frequency (%) |
| 73.56021118 | 1 | |
| 46.68651962 | 1 | |
| 46.58807373 | 1 | |
| 44.48228836 | 1 | |
| 43.07380295 | 1 | |
| 40.49938965 | 1 | |
| 40.18181992 | 1 | |
| 39.45946121 | 1 | |
| 38.43424225 | 1 | |
| 38.21749115 | 1 |
percent_of_adults_with_a_high_school_diploma_only_2015_19
Real number (ℝ)
| Distinct | 3141 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.155185 |
| Minimum | 7.2651358 |
|---|---|
| Maximum | 57.433674 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 7.2651358 |
|---|---|
| 5-th percentile | 21.418785 |
| Q1 | 29.704352 |
| median | 34.504099 |
| Q3 | 39.093508 |
| 95-th percentile | 45.4291 |
| Maximum | 57.433674 |
| Range | 50.168538 |
| Interquartile range (IQR) | 9.3891559 |
Descriptive statistics
| Standard deviation | 7.2215218 |
|---|---|
| Coefficient of variation (CV) | 0.21143266 |
| Kurtosis | 0.088243272 |
| Mean | 34.155185 |
| Median Absolute Deviation (MAD) | 4.6906891 |
| Skewness | -0.30869902 |
| Sum | 107657.14 |
| Variance | 52.150377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34.15518504 | 10 | 0.3% |
| 40.6716423 | 2 | 0.1% |
| 33.81851196 | 2 | 0.1% |
| 51.79542923 | 1 | < 0.1% |
| 29.69613075 | 1 | < 0.1% |
| 41.57846451 | 1 | < 0.1% |
| 37.64207077 | 1 | < 0.1% |
| 44.48691559 | 1 | < 0.1% |
| 30.96498489 | 1 | < 0.1% |
| 41.8200531 | 1 | < 0.1% |
| Other values (3131) | 3131 |
| Value | Count | Frequency (%) |
| 7.265135765 | 1 | |
| 7.796900272 | 1 | |
| 8.808446884 | 1 | |
| 10.51348972 | 1 | |
| 11.60401535 | 1 | |
| 11.71112347 | 1 | |
| 12.04116535 | 1 | |
| 12.05111217 | 1 | |
| 12.3732233 | 1 | |
| 12.42215061 | 1 |
| Value | Count | Frequency (%) |
| 57.43367386 | 1 | |
| 56.00997543 | 1 | |
| 54.48141861 | 1 | |
| 52.22602844 | 1 | |
| 52 | 1 | |
| 51.81893158 | 1 | |
| 51.79542923 | 1 | |
| 51.78131104 | 1 | |
| 51.30740356 | 1 | |
| 51.27913666 | 1 |
| Distinct | 3141 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.818033 |
| Minimum | 5.2356019 |
|---|---|
| Maximum | 60.563381 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 5.2356019 |
|---|---|
| 5-th percentile | 22.400992 |
| Q1 | 27.302107 |
| median | 30.818033 |
| Q3 | 34.219466 |
| 95-th percentile | 39.431522 |
| Maximum | 60.563381 |
| Range | 55.327779 |
| Interquartile range (IQR) | 6.9173589 |
Descriptive statistics
| Standard deviation | 5.2031652 |
|---|---|
| Coefficient of variation (CV) | 0.16883508 |
| Kurtosis | 0.4143508 |
| Mean | 30.818033 |
| Median Absolute Deviation (MAD) | 3.4604626 |
| Skewness | -0.0070864213 |
| Sum | 97138.441 |
| Variance | 27.072928 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30.8180334 | 10 | 0.3% |
| 40.68323135 | 2 | 0.1% |
| 28.45301056 | 2 | 0.1% |
| 34.45205688 | 1 | < 0.1% |
| 27.92644691 | 1 | < 0.1% |
| 29.07956123 | 1 | < 0.1% |
| 30.87587547 | 1 | < 0.1% |
| 30.1684742 | 1 | < 0.1% |
| 28.6752243 | 1 | < 0.1% |
| 28.5354557 | 1 | < 0.1% |
| Other values (3131) | 3131 |
| Value | Count | Frequency (%) |
| 5.235601902 | 1 | |
| 11.24182701 | 1 | |
| 13.53871727 | 1 | |
| 14.06054306 | 1 | |
| 14.23705769 | 1 | |
| 14.35533524 | 1 | |
| 14.43734932 | 1 | |
| 15.54736137 | 1 | |
| 15.79799271 | 1 | |
| 16.05078697 | 1 |
| Value | Count | Frequency (%) |
| 60.5633812 | 1 | |
| 48.10606003 | 1 | |
| 47.33221054 | 1 | |
| 47.30671692 | 1 | |
| 46.30021286 | 1 | |
| 46.26631927 | 1 | |
| 45.6488533 | 1 | |
| 45.58437347 | 1 | |
| 45.34152985 | 1 | |
| 45.23940659 | 1 |
percent_of_adults_with_a_bachelors_degree_or_higher_2015_19
Real number (ℝ)
| Distinct | 3143 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.974874 |
| Minimum | 0 |
|---|---|
| Maximum | 77.557411 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 24.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11.149849 |
| Q1 | 15.367731 |
| median | 19.603726 |
| Q3 | 25.989834 |
| 95-th percentile | 41.38832 |
| Maximum | 77.557411 |
| Range | 77.557411 |
| Interquartile range (IQR) | 10.622102 |
Descriptive statistics
| Standard deviation | 9.5588563 |
|---|---|
| Coefficient of variation (CV) | 0.43499026 |
| Kurtosis | 2.6738395 |
| Mean | 21.974874 |
| Median Absolute Deviation (MAD) | 4.9404383 |
| Skewness | 1.4412313 |
| Sum | 69264.803 |
| Variance | 91.371734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.97487406 | 10 | 0.3% |
| 26.57157326 | 1 | < 0.1% |
| 26.05515671 | 1 | < 0.1% |
| 24.88177109 | 1 | < 0.1% |
| 26.27507401 | 1 | < 0.1% |
| 17.46232414 | 1 | < 0.1% |
| 24.19367599 | 1 | < 0.1% |
| 12.53995037 | 1 | < 0.1% |
| 33.92494965 | 1 | < 0.1% |
| 13.11455536 | 1 | < 0.1% |
| Other values (3133) | 3133 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.047120452 | 1 | |
| 3.153153181 | 1 | |
| 3.915211916 | 1 | |
| 5.386811256 | 1 | |
| 7.065526962 | 1 | |
| 7.189434528 | 1 | |
| 7.285725594 | 1 | |
| 7.490922928 | 1 | |
| 7.557436466 | 1 |
| Value | Count | Frequency (%) |
| 77.55741119 | 1 | |
| 75.29931641 | 1 | |
| 67.4057312 | 1 | |
| 63.09652328 | 1 | |
| 62.56293488 | 1 | |
| 62.0765686 | 1 | |
| 61.55454636 | 1 | |
| 61.34363174 | 1 | |
| 61.31498718 | 1 | |
| 60.79890823 | 1 |
| fips | 2013_urban_influence_code | percent_of_adults_with_a_high_school_diploma_only_1980 | percent_of_adults_completing_some_college_or_associates_degree_2000 | bachelors_degree_or_higher_2015_19 | percent_of_adults_with_less_than_a_high_school_diploma_2015_19 | percent_of_adults_with_a_high_school_diploma_only_2015_19 | percent_of_adults_completing_some_college_or_associates_degree_2015_19 | percent_of_adults_with_a_bachelors_degree_or_higher_2015_19 | state | |
|---|---|---|---|---|---|---|---|---|---|---|
| fips | 1.000 | -0.019 | -0.086 | -0.057 | 0.002 | -0.015 | -0.022 | -0.057 | 0.054 | 1.000 |
| 2013_urban_influence_code | -0.019 | 1.000 | 0.005 | -0.036 | -0.678 | 0.116 | 0.238 | 0.134 | -0.328 | 0.204 |
| percent_of_adults_with_a_high_school_diploma_only_1980 | -0.086 | 0.005 | 1.000 | 0.431 | 0.072 | -0.570 | 0.089 | 0.368 | 0.199 | 0.342 |
| percent_of_adults_completing_some_college_or_associates_degree_2000 | -0.057 | -0.036 | 0.431 | 1.000 | 0.208 | -0.618 | -0.588 | 0.757 | 0.532 | 0.323 |
| bachelors_degree_or_higher_2015_19 | 0.002 | -0.678 | 0.072 | 0.208 | 1.000 | -0.273 | -0.464 | -0.068 | 0.593 | 0.127 |
| percent_of_adults_with_less_than_a_high_school_diploma_2015_19 | -0.015 | 0.116 | -0.570 | -0.618 | -0.273 | 1.000 | 0.337 | -0.439 | -0.702 | 0.249 |
| percent_of_adults_with_a_high_school_diploma_only_2015_19 | -0.022 | 0.238 | 0.089 | -0.588 | -0.464 | 0.337 | 1.000 | -0.336 | -0.732 | 0.243 |
| percent_of_adults_completing_some_college_or_associates_degree_2015_19 | -0.057 | 0.134 | 0.368 | 0.757 | -0.068 | -0.439 | -0.336 | 1.000 | 0.159 | 0.284 |
| percent_of_adults_with_a_bachelors_degree_or_higher_2015_19 | 0.054 | -0.328 | 0.199 | 0.532 | 0.593 | -0.702 | -0.732 | 0.159 | 1.000 | 0.196 |
| state | 1.000 | 0.204 | 0.342 | 0.323 | 0.127 | 0.249 | 0.243 | 0.284 | 0.196 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| fips | state | area_name | 2013_urban_influence_code | percent_of_adults_with_a_high_school_diploma_only_1980 | percent_of_adults_completing_some_college_or_associates_degree_2000 | bachelors_degree_or_higher_2015_19 | percent_of_adults_with_less_than_a_high_school_diploma_2015_19 | percent_of_adults_with_a_high_school_diploma_only_2015_19 | percent_of_adults_completing_some_college_or_associates_degree_2015_19 | percent_of_adults_with_a_bachelors_degree_or_higher_2015_19 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 01001 | AL | Autauga County | 2.0 | 35.2 | 26.9 | 9929.0 | 11.483395 | 33.588459 | 28.356571 | 26.571573 |
| 1 | 01003 | AL | Baldwin County | 2.0 | 33.7 | 29.3 | 48148.0 | 9.193843 | 27.659616 | 31.284081 | 31.862459 |
| 2 | 01005 | AL | Barbour County | 6.0 | 26.1 | 21.3 | 2080.0 | 26.786907 | 35.604542 | 26.029837 | 11.578713 |
| 3 | 01007 | AL | Bibb County | 1.0 | 29.6 | 20.4 | 1678.0 | 20.942602 | 44.878773 | 23.800098 | 10.378526 |
| 4 | 01009 | AL | Blount County | 1.0 | 32.4 | 24.8 | 5210.0 | 19.509438 | 33.422131 | 33.975021 | 13.093413 |
| 5 | 01011 | AL | Bullock County | 6.0 | 22.5 | 17.5 | 856.0 | 25.320377 | 40.276016 | 22.348965 | 12.054640 |
| 6 | 01013 | AL | Butler County | 6.0 | 28.8 | 22.9 | 2230.0 | 14.950431 | 45.184166 | 23.728201 | 16.137203 |
| 7 | 01015 | AL | Calhoun County | 2.0 | 32.8 | 26.4 | 14620.0 | 15.567326 | 32.790615 | 33.160995 | 18.481064 |
| 8 | 01017 | AL | Chambers County | 5.0 | 28.3 | 22.5 | 3163.0 | 18.378242 | 36.735466 | 31.590231 | 13.296062 |
| 9 | 01019 | AL | Cherokee County | 6.0 | 28.1 | 18.9 | 2407.0 | 18.427465 | 40.256439 | 28.563103 | 12.752994 |
| fips | state | area_name | 2013_urban_influence_code | percent_of_adults_with_a_high_school_diploma_only_1980 | percent_of_adults_completing_some_college_or_associates_degree_2000 | bachelors_degree_or_higher_2015_19 | percent_of_adults_with_less_than_a_high_school_diploma_2015_19 | percent_of_adults_with_a_high_school_diploma_only_2015_19 | percent_of_adults_completing_some_college_or_associates_degree_2015_19 | percent_of_adults_with_a_bachelors_degree_or_higher_2015_19 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3142 | 56027 | WY | Niobrara County | 12.0 | 41.9 | 33.1 | 330.0 | 12.903226 | 34.663750 | 34.390377 | 18.042646 |
| 3143 | 56029 | WY | Park County | 11.0 | 42.6 | 33.6 | 7059.0 | 4.460071 | 25.830845 | 35.709469 | 33.999615 |
| 3144 | 56031 | WY | Platte County | 11.0 | 45.0 | 31.2 | 1348.0 | 8.918174 | 38.292980 | 32.133007 | 20.655838 |
| 3145 | 56033 | WY | Sheridan County | 8.0 | 38.3 | 37.2 | 6632.0 | 4.672548 | 25.635998 | 38.734070 | 30.957382 |
| 3146 | 56035 | WY | Sublette County | 10.0 | 39.1 | 32.1 | 1551.0 | 4.009988 | 34.635723 | 38.572269 | 22.782021 |
| 3147 | 56037 | WY | Sweetwater County | 8.0 | 43.5 | 35.7 | 6291.0 | 7.213361 | 33.041271 | 37.246979 | 22.498390 |
| 3148 | 56039 | WY | Teton County | 8.0 | 27.2 | 30.0 | 9875.0 | 4.814409 | 14.876176 | 23.304277 | 57.005138 |
| 3149 | 56041 | WY | Uinta County | 8.0 | 46.8 | 34.2 | 2078.0 | 7.258562 | 41.522678 | 35.189754 | 16.029003 |
| 3150 | 56043 | WY | Washakie County | 11.0 | 43.2 | 33.1 | 1297.0 | 10.241615 | 29.751171 | 36.620987 | 23.386225 |
| 3151 | 56045 | WY | Weston County | 9.0 | 40.2 | 30.5 | 1016.0 | 6.349518 | 37.428741 | 36.249264 | 19.972479 |